Profiling Report Renda (post-cleaning)

Dataset statistics

Number of variables	15
Number of observations	8655
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.5 MiB
Average record size in memory	425.8 B

Variable types

Categorical	5
Boolean	2
Numeric	8

Alerts

`tipo_residencia` is highly imbalanced (72.7%)	Imbalance
`qtd_filhos` has 5486 (63.4%) zeros	Zeros

Reproduction

Analysis started	2024-06-27 21:07:50.042036
Analysis finished	2024-06-27 21:07:57.369572
Duration	7.33 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

sexo
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	490.4 KiB

F	5491
M	3164

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8655
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	M
3rd row	F
4th row	F
5th row	M

Common Values

Value	Count	Frequency (%)
F	5491	63.4%
M	3164	36.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f	5491	63.4%
m	3164	36.6%

Most occurring characters

Value	Count	Frequency (%)
F	5491	63.4%
M	3164	36.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	8655	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	5491	63.4%
M	3164	36.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8655	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	5491	63.4%
M	3164	36.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8655	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
F	5491	63.4%
M	3164	36.6%

posse_de_veiculo
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.6 KiB

False	5011
True	3644

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5011	57.9%
True	3644	42.1%

posse_de_imovel
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.6 KiB

True	5657
False	2998

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	5657	65.4%
False	2998	34.6%

qtd_filhos
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51611785

Minimum	0
Maximum	14
Zeros	5486
Zeros (%)	63.4%
Negative	0
Negative (%)	0.0%
Memory size	67.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	14
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.79615885
Coefficient of variation (CV)	1.5425912
Kurtosis	20.701327
Mean	0.51611785
Median Absolute Deviation (MAD)	0
Skewness	2.4591857
Sum	4467
Variance	0.63386891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	5486	63.4%
1	2064	23.8%
2	959	11.1%
3	127	1.5%
4	13	0.2%
7	2	< 0.1%
14	2	< 0.1%
5	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5486	63.4%
1	2064	23.8%
2	959	11.1%
3	127	1.5%
4	13	0.2%
5	2	< 0.1%
7	2	< 0.1%
14	2	< 0.1%

Value	Count	Frequency (%)
14	2	< 0.1%
7	2	< 0.1%
5	2	< 0.1%
4	13	0.2%
3	127	1.5%
2	959	11.1%
1	2064	23.8%
0	5486	63.4%

tipo_renda
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	697.3 KiB

Assalariado	5364
Empresário	2398
Servidor público	881
Bolsista	7
Pensionista	5

Length

Max length	16
Median length	11
Mean length	11.229463
Min length	8

Characters and Unicode

Total characters	97191
Distinct characters	23
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Empresário
2nd row	Assalariado
3rd row	Empresário
4th row	Servidor público
5th row	Assalariado

Common Values

Value	Count	Frequency (%)
Assalariado	5364	62.0%
Empresário	2398	27.7%
Servidor público	881	10.2%
Bolsista	7	0.1%
Pensionista	5	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
assalariado	5364	56.2%
empresário	2398	25.1%
servidor	881	9.2%
público	881	9.2%
bolsista	7	0.1%
pensionista	5	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	16104	16.6%
s	13150	13.5%
r	11922	12.3%
i	9541	9.8%
o	9536	9.8%
l	6252	6.4%
d	6245	6.4%
A	5364	5.5%
e	3284	3.4%
p	3279	3.4%
Other values (13)	12514	12.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	87655	90.2%
Uppercase Letter	8655	8.9%
Space Separator	881	0.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	16104	18.4%
s	13150	15.0%
r	11922	13.6%
i	9541	10.9%
o	9536	10.9%
l	6252	7.1%
d	6245	7.1%
e	3284	3.7%
p	3279	3.7%
m	2398	2.7%
Other values (7)	5944	6.8%

Uppercase Letter

Value	Count	Frequency (%)
A	5364	62.0%
E	2398	27.7%
S	881	10.2%
B	7	0.1%
P	5	0.1%

Space Separator

Value	Count	Frequency (%)
	881	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	96310	99.1%
Common	881	0.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	16104	16.7%
s	13150	13.7%
r	11922	12.4%
i	9541	9.9%
o	9536	9.9%
l	6252	6.5%
d	6245	6.5%
A	5364	5.6%
e	3284	3.4%
p	3279	3.4%
Other values (12)	11633	12.1%

Common

Value	Count	Frequency (%)
	881	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93912	96.6%
None	3279	3.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	16104	17.1%
s	13150	14.0%
r	11922	12.7%
i	9541	10.2%
o	9536	10.2%
l	6252	6.7%
d	6245	6.6%
A	5364	5.7%
e	3284	3.5%
p	3279	3.5%
Other values (11)	9235	9.8%

None

Value	Count	Frequency (%)
á	2398	73.1%
ú	881	26.9%

educacao
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	766.3 KiB

Secundário	4868
Superior completo	3340
Superior incompleto	367
Primário	66
Pós graduação	14

Length

Max length	19
Median length	10
Mean length	13.072559
Min length	8

Characters and Unicode

Total characters	113143
Distinct characters	22
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Secundário
2nd row	Superior completo
3rd row	Superior completo
4th row	Superior completo
5th row	Secundário

Common Values

Value	Count	Frequency (%)
Secundário	4868	56.2%
Superior completo	3340	38.6%
Superior incompleto	367	4.2%
Primário	66	0.8%
Pós graduação	14	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
secundário	4868	39.3%
superior	3707	30.0%
completo	3340	27.0%
incompleto	367	3.0%
primário	66	0.5%
pós	14	0.1%
graduação	14	0.1%

Most occurring characters

Value	Count	Frequency (%)
o	16069	14.2%
r	12428	11.0%
e	12282	10.9%
i	9074	8.0%
u	8589	7.6%
S	8575	7.6%
c	8575	7.6%
p	7414	6.6%
n	5235	4.6%
á	4934	4.4%
Other values (12)	19968	17.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	100767	89.1%
Uppercase Letter	8655	7.6%
Space Separator	3721	3.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	16069	15.9%
r	12428	12.3%
e	12282	12.2%
i	9074	9.0%
u	8589	8.5%
c	8575	8.5%
p	7414	7.4%
n	5235	5.2%
á	4934	4.9%
d	4882	4.8%
Other values (9)	11285	11.2%

Uppercase Letter

Value	Count	Frequency (%)
S	8575	99.1%
P	80	0.9%

Space Separator

Value	Count	Frequency (%)
	3721	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	109422	96.7%
Common	3721	3.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	16069	14.7%
r	12428	11.4%
e	12282	11.2%
i	9074	8.3%
u	8589	7.8%
S	8575	7.8%
c	8575	7.8%
p	7414	6.8%
n	5235	4.8%
á	4934	4.5%
Other values (11)	16247	14.8%

Common

Value	Count	Frequency (%)
	3721	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	108167	95.6%
None	4976	4.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	16069	14.9%
r	12428	11.5%
e	12282	11.4%
i	9074	8.4%
u	8589	7.9%
S	8575	7.9%
c	8575	7.9%
p	7414	6.9%
n	5235	4.8%
d	4882	4.5%
Other values (8)	15044	13.9%

None

Value	Count	Frequency (%)
á	4934	99.2%
ó	14	0.3%
ç	14	0.3%
ã	14	0.3%

estado_civil
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	562.1 KiB

Casado	6150
Solteiro	1069
União	679
Separado	535
Viúvo	222

Length

Max length	8
Median length	6
Mean length	6.2665511
Min length	5

Characters and Unicode

Total characters	54237
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Solteiro
2nd row	Casado
3rd row	Casado
4th row	Casado
5th row	Solteiro

Common Values

Value	Count	Frequency (%)
Casado	6150	71.1%
Solteiro	1069	12.4%
União	679	7.8%
Separado	535	6.2%
Viúvo	222	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
casado	6150	71.1%
solteiro	1069	12.4%
união	679	7.8%
separado	535	6.2%
viúvo	222	2.6%

Most occurring characters

Value	Count	Frequency (%)
a	13370	24.7%
o	9724	17.9%
d	6685	12.3%
C	6150	11.3%
s	6150	11.3%
i	1970	3.6%
e	1604	3.0%
S	1604	3.0%
r	1604	3.0%
l	1069	2.0%
Other values (8)	4307	7.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	45582	84.0%
Uppercase Letter	8655	16.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	13370	29.3%
o	9724	21.3%
d	6685	14.7%
s	6150	13.5%
i	1970	4.3%
e	1604	3.5%
r	1604	3.5%
l	1069	2.3%
t	1069	2.3%
n	679	1.5%
Other values (4)	1658	3.6%

Uppercase Letter

Value	Count	Frequency (%)
C	6150	71.1%
S	1604	18.5%
U	679	7.8%
V	222	2.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	54237	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	13370	24.7%
o	9724	17.9%
d	6685	12.3%
C	6150	11.3%
s	6150	11.3%
i	1970	3.6%
e	1604	3.0%
S	1604	3.0%
r	1604	3.0%
l	1069	2.0%
Other values (8)	4307	7.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	53336	98.3%
None	901	1.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	13370	25.1%
o	9724	18.2%
d	6685	12.5%
C	6150	11.5%
s	6150	11.5%
i	1970	3.7%
e	1604	3.0%
S	1604	3.0%
r	1604	3.0%
l	1069	2.0%
Other values (6)	3406	6.4%

None

Value	Count	Frequency (%)
ã	679	75.4%
ú	222	24.6%

tipo_residencia
Categorical

IMBALANCE

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	525.6 KiB

Casa	7698
Com os pais	472
Governamental	252
Aluguel	128
Estúdio	61

Length

Max length	13
Median length	4
Mean length	4.7448873
Min length	4

Characters and Unicode

Total characters	41067
Distinct characters	22
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Casa
2nd row	Casa
3rd row	Casa
4th row	Casa
5th row	Governamental

Common Values

Value	Count	Frequency (%)
Casa	7698	88.9%
Com os pais	472	5.5%
Governamental	252	2.9%
Aluguel	128	1.5%
Estúdio	61	0.7%
Comunitário	44	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
casa	7698	80.2%
com	472	4.9%
os	472	4.9%
pais	472	4.9%
governamental	252	2.6%
aluguel	128	1.3%
estúdio	61	0.6%
comunitário	44	0.5%

Most occurring characters

Value	Count	Frequency (%)
a	16372	39.9%
s	8703	21.2%
C	8214	20.0%
o	1345	3.3%
	944	2.3%
m	768	1.9%
e	632	1.5%
i	621	1.5%
n	548	1.3%
l	508	1.2%
Other values (12)	2412	5.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31468	76.6%
Uppercase Letter	8655	21.1%
Space Separator	944	2.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	16372	52.0%
s	8703	27.7%
o	1345	4.3%
m	768	2.4%
e	632	2.0%
i	621	2.0%
n	548	1.7%
l	508	1.6%
p	472	1.5%
t	357	1.1%
Other values (7)	1142	3.6%

Uppercase Letter

Value	Count	Frequency (%)
C	8214	94.9%
G	252	2.9%
A	128	1.5%
E	61	0.7%

Space Separator

Value	Count	Frequency (%)
	944	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	40123	97.7%
Common	944	2.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	16372	40.8%
s	8703	21.7%
C	8214	20.5%
o	1345	3.4%
m	768	1.9%
e	632	1.6%
i	621	1.5%
n	548	1.4%
l	508	1.3%
p	472	1.2%
Other values (11)	1940	4.8%

Common

Value	Count	Frequency (%)
	944	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40962	99.7%
None	105	0.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	16372	40.0%
s	8703	21.2%
C	8214	20.1%
o	1345	3.3%
	944	2.3%
m	768	1.9%
e	632	1.5%
i	621	1.5%
n	548	1.3%
l	508	1.2%
Other values (10)	2307	5.6%

None

Value	Count	Frequency (%)
ú	61	58.1%
á	44	41.9%

idade
Real number (ℝ)

Distinct	46
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.7316

Minimum	22
Maximum	67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.7 KiB

Quantile statistics

Minimum	22
5-th percentile	27
Q1	33
median	40
Q3	48
95-th percentile	57
Maximum	67
Range	45
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.3794241
Coefficient of variation (CV)	0.23027389
Kurtosis	-0.77727369
Mean	40.7316
Median Absolute Deviation (MAD)	7
Skewness	0.24648417
Sum	352532
Variance	87.973597
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
40	369	4.3%
39	323	3.7%
37	317	3.7%
43	315	3.6%
32	315	3.6%
33	306	3.5%
41	300	3.5%
34	300	3.5%
28	294	3.4%
38	293	3.4%
Other values (36)	5523	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	10	0.1%
23	19	0.2%
24	70	0.8%
25	91	1.1%
26	123	1.4%
27	286	3.3%
28	294	3.4%
29	257	3.0%
30	287	3.3%
31	268	3.1%

Value	Count	Frequency (%)
67	1	< 0.1%
66	6	0.1%
65	4	< 0.1%
64	25	0.3%
63	28	0.3%
62	35	0.4%
61	28	0.3%
60	92	1.1%
59	73	0.8%
58	71	0.8%

tempo_emprego
Real number (ℝ)

Distinct	2589
Distinct (%)	29.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7959767

Minimum	0.11780822
Maximum	42.906849
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.7 KiB

Quantile statistics

Minimum	0.11780822
5-th percentile	0.72520548
Q1	3.0465753
median	6.0520548
Q3	10.268493
95-th percentile	21.550685
Maximum	42.906849
Range	42.789041
Interquartile range (IQR)	7.2219178

Descriptive statistics

Standard deviation	6.7404803
Coefficient of variation (CV)	0.86461012
Kurtosis	3.444574
Mean	7.7959767
Median Absolute Deviation (MAD)	3.4219178
Skewness	1.6723556
Sum	67474.178
Variance	45.434075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.216438356	25	0.3%
6.934246575	20	0.2%
1.098630137	20	0.2%
5.717808219	18	0.2%
3.602739726	16	0.2%
4.517808219	16	0.2%
4.964383562	16	0.2%
4.931506849	16	0.2%
7.520547945	16	0.2%
4.597260274	15	0.2%
Other values (2579)	8477	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1178082192	1	< 0.1%
0.1780821918	1	< 0.1%
0.2	3	< 0.1%
0.2164383562	1	< 0.1%
0.2410958904	1	< 0.1%
0.2438356164	2	< 0.1%
0.2493150685	2	< 0.1%
0.2520547945	1	< 0.1%
0.2547945205	6	0.1%
0.2602739726	4	< 0.1%

Value	Count	Frequency (%)
42.90684932	2	< 0.1%
41.2	11	0.1%
40.78630137	2	< 0.1%
40.57534247	6	0.1%
39.82465753	4	< 0.1%
39.65205479	3	< 0.1%
39.48767123	1	< 0.1%
39.28219178	1	< 0.1%
38.40547945	1	< 0.1%
36.86575342	2	< 0.1%

qt_pessoas_residencia
Real number (ℝ)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3047949

Minimum	1
Maximum	15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	15
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.94644867
Coefficient of variation (CV)	0.41064333
Kurtosis	8.1777357
Mean	2.3047949
Median Absolute Deviation (MAD)	0
Skewness	1.3304013
Sum	19948
Variance	0.89576508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	4500	52.0%
3	1715	19.8%
1	1381	16.0%
4	917	10.6%
5	123	1.4%
6	14	0.2%
9	2	< 0.1%
15	2	< 0.1%
7	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1381	16.0%
2	4500	52.0%
3	1715	19.8%
4	917	10.6%
5	123	1.4%
6	14	0.2%
7	1	< 0.1%
9	2	< 0.1%
15	2	< 0.1%

Value	Count	Frequency (%)
15	2	< 0.1%
9	2	< 0.1%
7	1	< 0.1%
6	14	0.2%
5	123	1.4%
4	917	10.6%
3	1715	19.8%
2	4500	52.0%
1	1381	16.0%

renda
Real number (ℝ)

Distinct	8126
Distinct (%)	93.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6113.0778

Minimum	118.71
Maximum	245141.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.7 KiB

Quantile statistics

Minimum	118.71
5-th percentile	962.968
Q1	2114.015
median	3696.89
Q3	6824.885
95-th percentile	17727.223
Maximum	245141.67
Range	245022.96
Interquartile range (IQR)	4710.87

Descriptive statistics

Standard deviation	9048.2806
Coefficient of variation (CV)	1.4801514
Kurtosis	133.50575
Mean	6113.0778
Median Absolute Deviation (MAD)	1976.29
Skewness	8.5695652
Sum	52908688
Variance	81871382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9106.83	2	< 0.1%
2294.57	2	< 0.1%
2466.77	2	< 0.1%
7371.25	2	< 0.1%
740.32	2	< 0.1%
16911.02	2	< 0.1%
4523.84	2	< 0.1%
2386.69	2	< 0.1%
3582.35	2	< 0.1%
557.74	2	< 0.1%
Other values (8116)	8635	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
118.71	1	< 0.1%
211.04	1	< 0.1%
249.14	1	< 0.1%
275.11	1	< 0.1%
300.76	1	< 0.1%
307.48	1	< 0.1%
316.7	1	< 0.1%
319.78	1	< 0.1%
321.7	1	< 0.1%
327.51	2	< 0.1%

Value	Count	Frequency (%)
245141.67	1	< 0.1%
179538.8	1	< 0.1%
172748.39	1	< 0.1%
166223.85	1	< 0.1%
154006.23	1	< 0.1%
140482.94	1	< 0.1%
121348.3	1	< 0.1%
119626.38	1	< 0.1%
107414.21	1	< 0.1%
102641.07	1	< 0.1%

renda_per_capita
Real number (ℝ)

Distinct	8139
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3089.744

Minimum	70.346667
Maximum	122570.84
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.7 KiB

Quantile statistics

Minimum	70.346667
5-th percentile	387.387
Q1	936.71125
median	1774.95
Q3	3433.5092
95-th percentile	9531.782
Maximum	122570.84
Range	122500.49
Interquartile range (IQR)	2496.7979

Descriptive statistics

Standard deviation	4850.2522
Coefficient of variation (CV)	1.569791
Kurtosis	109.6327
Mean	3089.744
Median Absolute Deviation (MAD)	1018.46
Skewness	7.9039666
Sum	26741734
Variance	23524946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
805.59	3	< 0.1%
1821.366	2	< 0.1%
581.45	2	< 0.1%
11506.64	2	< 0.1%
2564.1	2	< 0.1%
889.385	2	< 0.1%
1433.86	2	< 0.1%
1403.965	2	< 0.1%
5631.91	2	< 0.1%
2695.695	2	< 0.1%
Other values (8129)	8634	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70.34666667	1	< 0.1%
74.388	1	< 0.1%
83.04666667	1	< 0.1%
92.8475	2	< 0.1%
98.67166667	1	< 0.1%
100.2533333	1	< 0.1%
104.9625	1	< 0.1%
109.9375	1	< 0.1%
111.0175	1	< 0.1%
111.4	1	< 0.1%

Value	Count	Frequency (%)
122570.835	1	< 0.1%
89769.4	1	< 0.1%
86374.195	1	< 0.1%
83111.925	1	< 0.1%
77003.115	1	< 0.1%
70241.47	1	< 0.1%
64245.29	1	< 0.1%
60803.32	1	< 0.1%
59813.19	1	< 0.1%
57222.81	1	< 0.1%

tempo_emprego_idade_ratio
Real number (ℝ)

Distinct	4124
Distinct (%)	47.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18883257

Minimum	0.0022655427
Maximum	0.69204596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.7 KiB

Quantile statistics

Minimum	0.0022655427
5-th percentile	0.019081951
Q1	0.076883562
median	0.15825523
Q3	0.26526952
95-th percentile	0.48263014
Maximum	0.69204596
Range	0.68978041
Interquartile range (IQR)	0.18838596

Descriptive statistics

Standard deviation	0.14303674
Coefficient of variation (CV)	0.75747916
Kurtosis	0.61887199
Mean	0.18883257
Median Absolute Deviation (MAD)	0.089990387
Skewness	1.02721
Sum	1634.3459
Variance	0.020459508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4063680118	15	0.2%
0.1885083714	13	0.2%
0.325463336	13	0.2%
0.4326384753	12	0.1%
0.1487722926	12	0.1%
0.2100801241	11	0.1%
0.6866666667	11	0.1%
0.4175490559	11	0.1%
0.1937110834	11	0.1%
0.07181996086	10	0.1%
Other values (4114)	8536	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.002265542677	1	< 0.1%
0.003846153846	1	< 0.1%
0.004507291206	1	< 0.1%
0.004605071408	1	< 0.1%
0.00521601686	2	< 0.1%
0.005324373223	1	< 0.1%
0.005379825654	1	< 0.1%
0.005381604697	1	< 0.1%
0.005405405405	1	< 0.1%
0.005479452055	1	< 0.1%

Value	Count	Frequency (%)
0.6920459567	2	< 0.1%
0.6866666667	11	0.1%
0.6836561171	3	< 0.1%
0.6737803413	1	< 0.1%
0.6651695486	6	0.1%
0.6637442922	4	< 0.1%
0.6583170254	2	< 0.1%
0.6581278539	1	< 0.1%
0.6542573194	2	< 0.1%
0.6537606617	2	< 0.1%

log_renda
Real number (ℝ)

Distinct	8126
Distinct (%)	93.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2667925

Minimum	4.7766835
Maximum	12.409592
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.7 KiB

Quantile statistics

Minimum	4.7766835
5-th percentile	6.8700202
Q1	7.6563441
median	8.2152472
Q3	8.8283308
95-th percentile	9.7828564
Maximum	12.409592
Range	7.632908
Interquartile range (IQR)	1.1719866

Descriptive statistics

Standard deviation	0.89746077
Coefficient of variation (CV)	0.10856215
Kurtosis	0.35992408
Mean	8.2667925
Median Absolute Deviation (MAD)	0.58793653
Skewness	0.31130627
Sum	71549.089
Variance	0.80543583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.11677996	2	< 0.1%
7.738300741	2	< 0.1%
7.810664882	2	< 0.1%
8.905342577	2	< 0.1%
6.607082525	2	< 0.1%
9.735720759	2	< 0.1%
8.41711647	2	< 0.1%
7.777662748	2	< 0.1%
8.183774289	2	< 0.1%
6.323892904	2	< 0.1%
Other values (8116)	8635	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.776683544	1	< 0.1%
5.352047689	1	< 0.1%
5.518014987	1	< 0.1%
5.617171018	1	< 0.1%
5.706312605	1	< 0.1%
5.728410044	1	< 0.1%
5.757954954	1	< 0.1%
5.767633259	1	< 0.1%
5.773619434	1	< 0.1%
5.791518589	2	< 0.1%

Value	Count	Frequency (%)
12.40959157	1	< 0.1%
12.09814662	1	< 0.1%
12.05959142	1	< 0.1%
12.02109065	1	< 0.1%
11.94474834	1	< 0.1%
11.85284134	1	< 0.1%
11.7064202	1	< 0.1%
11.69212866	1	< 0.1%
11.58444776	1	< 0.1%
11.53899342	1	< 0.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	sexo	posse_de_veiculo	posse_de_imovel	qtd_filhos	tipo_renda	educacao	estado_civil	tipo_residencia	idade	tempo_emprego	qt_pessoas_residencia	renda	renda_per_capita	tempo_emprego_idade_ratio	log_renda
0	F	False	True	0	Empresário	Secundário	Solteiro	Casa	26	6.602740	1.0	8060.34	8060.340000	0.253952	8.994711
1	M	True	True	0	Assalariado	Superior completo	Casado	Casa	28	7.183562	2.0	1852.15	926.075000	0.256556	7.524102
2	F	True	True	0	Empresário	Superior completo	Casado	Casa	35	0.838356	2.0	2253.89	1126.945000	0.023953	7.720413
3	F	False	True	1	Servidor público	Superior completo	Casado	Casa	30	4.846575	3.0	6600.77	2200.256667	0.161553	8.794942
4	M	True	False	0	Assalariado	Secundário	Solteiro	Governamental	33	4.293151	1.0	6475.97	6475.970000	0.130095	8.775854
5	F	False	True	0	Assalariado	Superior completo	Casado	Casa	39	4.345205	2.0	1445.87	722.935000	0.111416	7.276466
6	F	False	True	0	Empresário	Superior completo	Viúvo	Casa	55	6.378082	1.0	1726.03	1726.030000	0.115965	7.453579
7	F	False	True	0	Empresário	Secundário	Casado	Casa	36	3.104110	2.0	2515.98	1257.990000	0.086225	7.830418
8	F	False	True	0	Assalariado	Secundário	Casado	Casa	50	18.605479	2.0	3420.34	1710.170000	0.372110	8.137495
9	M	True	True	0	Assalariado	Superior completo	Casado	Casa	60	10.558904	2.0	12939.14	6469.570000	0.175982	9.468012

	sexo	posse_de_veiculo	posse_de_imovel	qtd_filhos	tipo_renda	educacao	estado_civil	tipo_residencia	idade	tempo_emprego	qt_pessoas_residencia	renda	renda_per_capita	tempo_emprego_idade_ratio	log_renda
8645	F	False	False	1	Assalariado	Secundário	Casado	Casa	48	4.304110	3.0	2265.91	755.303333	0.089669	7.725732
8646	F	False	True	0	Assalariado	Superior completo	Solteiro	Casa	55	9.556164	1.0	4360.44	4360.440000	0.173748	8.380328
8647	M	False	False	0	Assalariado	Secundário	Solteiro	Com os pais	24	3.293151	1.0	2284.69	2284.690000	0.137215	7.733986
8648	F	True	False	0	Assalariado	Superior completo	Casado	Casa	37	3.457534	2.0	529.27	264.635000	0.093447	6.271499
8649	M	True	False	2	Assalariado	Secundário	Casado	Casa	41	19.679452	4.0	3971.13	992.782500	0.479987	8.286806
8650	M	False	True	0	Assalariado	Superior completo	Casado	Casa	58	4.164384	2.0	15702.40	7851.200000	0.071800	9.661569
8651	M	False	False	1	Assalariado	Superior completo	Casado	Casa	33	1.041096	3.0	1918.14	639.380000	0.031548	7.559111
8652	F	True	True	0	Assalariado	Superior completo	Casado	Casa	45	7.832877	2.0	604.82	302.410000	0.174064	6.404931
8653	M	True	False	0	Empresário	Superior completo	Casado	Casa	36	4.298630	2.0	3352.27	1676.135000	0.119406	8.117393
8654	F	False	True	2	Servidor público	Secundário	União	Casa	34	7.219178	4.0	1160.99	290.247500	0.212329	7.057028

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII